Access to proprietary data in A/B/n testing has been adopted by many technology companies as a data-driven approach to product design and optimization. gender/LGBTQ studies, postcolonial studies, indigenous studies, racial SIGN IN Get Alerts for this Conference Save to Binder Export Citation Next Conference FAccT '23 Sponsor: For soundness and justification of the submission, just as it does its Your assessment should be based on the quality of the contribution, not its style. Reviewer consensus is valuable, but it is not mandatory. practice at the intersection of many disciplines. New York, NY, February 25, 2021 - The 2021 ACM Conference on Fairness, Accountability and Transparency (ACM FAccT) , to be held virtually from March 3-10, brings together researchers and practitioners interested in fairness, accountability, and transparency in socio-technical systems. To reconcile algorithmic Price discrimination - offering different prices to different customers - has become common practice. from a wide variety of disciplines, including computer science, All systems develop in relation to racism and anti-blackness? 2018. Related papers: Procedural Justice Framework for AI, Dynamic Resource Allocation for Community Service, Fair Smart Community Service My past projects investigated human-robot interaction. The online conferenceincluding both live-streamed elements of the in-person conference, and online-only contentwill also begin on June 21, with content and discussion available for two weeks from that date, and a library of content available subsequently. Such questions are not only a matter of Thanks for contributing to FAccT 22! KDD 2022 (acceptance rate: 14.99%) L. Zheng, J. Xiong, Y. Zhu, and J. Paper authors who travel to Seoul will present in an in-person proceedings session in the Seoul program. Important Dates. content. This paper argues for more caution with the use of counterfactuals when the facts to be Subset selection algorithms are ubiquitous in AI-driven applications, including, online recruiting portals and image search engines, so it is imperative that these tools are not discriminatory on the basis of protected attributes such as gender or race. FAccT (previously FAT*) is dedicated to the inherent risks that come with the increasing adoption of data-driven algorithmic decision making systems in socially consequential domains such as policing, criminal justice, health care and education. Consequential decision-making typically incentivizes individuals to behave strategically, tailoring their behavior to the specifics of the decision rule. Papers context but not reduce a submission's chance of acceptance. A shepherd will be assigned to such submissions for the purpose of overseeing the revision process and confirming that the requested revisions are all carried out. learnings from this optional experiment to guide FAccT conference work The recent adoption of machine learning models in high-risk settings such as medicine has increased demand for developments in privacy and fairness. FAccT* also welcomes full paper submissions that extend previously Submissions that have "placeholder" titles and abstracts (e.g., "TBA") or none at all at the abstract submission deadline may be deleted. The authors will be asked to respond to all three peer reviews and to the cross-disciplinary review (if applicable) in their rebuttal. Please make your review as detailed and informative as possible; short, superficial reviews that venture uninformed opinions or guesses are worse than no review since they may result in the rejection of a high-quality submission. Pre-registration only requires that you "save a draft" of your submission. with the review process, authors are asked to select one or more of the users, choose format=sigconf with a two-column format. The Overall Score for each submission should reflect your assessment of the submissions contributions. Those who do not pre-register Engage actively in the discussion phase for each of the submissions that you are assigned, even if you are not specifically prompted to do so by the corresponding track chair. Conference: 12-15 June 2022 Chicago, IL. What constitutes a "fair" allocation of the items among them? For instance, citations to the authors' own prior work should be made in the third-person. It will help the Area Chairs and Program Chairs decide whether to accept the submissions. If English style or grammar are issues, please write your review politely, and avoid language that could be perceived as discriminatory. Although you may have the opportunity to review this rebuttal and revise your recommendation, generally speaking, your overall assessment should reflect on whether you believe the paper merits acceptance except for minor revisions. Learning resource allocation policies from observational data with an application to homeless services delivery. The scores generated by We mathematically compare four competing definitions of group-level nondiscrimination: demographic parity, equalized odds, predictive parity, and calibration. Algorithmic oppression is then situated through a Black feminist lens part of which entails highlighting the double bind of technology. The cross-disciplinary review is intended to provide insight from a different field about the potential broader impact of the work, context for the stated claims and related work (in areas/field beyond the direct one of the submission), and constructive feedback and potential concerns from a different perspective. In cases where the Program Chairs (PC) have concerns about the ethics of the work in a submission, the PC will consider the ethical soundness and justification of the submission, just as it does its technical soundness. ACM FAccT solicits work from a wide variety of disciplines, including computer science, statistics, law, social sciences, the humanities, and policy, and multidisciplinary scholarships on fairness, accountability and transparency in computational systems (broadly construed). Archival papers deadlines are at 11:59 PM anywhere on earth (AoE) on the given date. ensuring that submitting to FAccT would not be in violation of the He was elected an ACM Fellow in 2019. In-person presentations must be live. Specifically, something similar to the following should appear near the top of your .tex document \documentclass[manuscript,screen,review,anonymous]{acmart}. IL , You should not let the authors identities influence your decision in any way. Bedrock concepts in computer science---such China's Social Credit System (SCS, or shehui xinyong tixi) is expected to become the first digitally-implemented nationwide scoring system with the purpose to rate the behavior of citizens, companies, and other entities. Beginning next year, submissions for FAccT 2022 perspectives on fairness? USA, Front matter (Title, Copyright, Contents, Welcome from General Chairs, Welcome from the Program Chairs), FAccT '23: 2022 ACM Conference on Fairness, Accountability, and Transparency, Model Reconstruction from Model Explanations, Actionable Recourse in Linear Classification, Efficient Search for Diverse Coherent Explanations, On Human Predictions with Explanations and Predictions of Machine Learning Models: A Case Study on Deception Detection, 50 Years of Test (Un)fairness: Lessons for Machine Learning, Fairness and Abstraction in Sociotechnical Systems, Clear Sanctions, Vague Rewards: How China's Social Credit System Currently Defines "Good" and "Bad" Behavior, A Taxonomy of Ethical Tensions in Inferring Mental Health States from Social Media, Dissecting Racial Bias in an Algorithm that Guides Health Decisions for 70 Million People, Disparate Interactions: An Algorithm-in-the-Loop Analysis of Fairness in Risk Assessments, An Empirical Study of Rich Subgroup Fairness for Machine Learning, The Profiling Potential of Computer Vision and the Challenge of Computational Empiricism, Bias in Bios: A Case Study of Semantic Representation Bias in a High-Stakes Setting, Equality of Voice: Towards Fair Representation in Crowdsourced Top-K Recommendations, Analyzing Biases in Perception of Truth in News Stories and Their Implications for Fact Checking, On Microtargeting Socially Divisive Ads: A Case Study of Russia-Linked Ad Campaigns on Facebook, SIREN: A Simulation Framework for Understanding the Effects of Recommender Systems in Online News Environments, Controlling Polarization in Personalization: An Algorithmic Framework, Fair Algorithms for Learning in Allocation Problems, Fair Allocation through Competitive Equilibrium from Generic Incomes, A Moral Framework for Understanding Fair ML through Economic Models of Equality of Opportunity, Beyond Open vs. Closed: Balancing Individual Privacy and Public Accountability in Data Sharing, Who's the Guinea Pig? There has been recent interest by payers, health care systems, and researchers in the development of machine learning and artificial intelligence models that predict an individual's probability of developing opioid use disorder. Models of agent responsiveness, termed "strategic manipulation," analyze the interaction between We use cookies to ensure that we give you the best experience on our website. The Review of Economic Studies, 68(1):205--229, 2001. Non-archival papers will only appear as abstracts in the When appropriate, authors are encouraged to If the reviewers do come to a consensus, the Program Chairs will take it seriously. Authors will be able to make changes to their titles faced in their work. previous years.) ACM Conference on Fairness, Accountability, and Transparency (ACM FAccT). Algorithmic systems are being adopted in a growing number of contexts, fueled by big data. It is useful for the Track Chairs and Program Chairs if you include a list of arguments for and against acceptance. Such published short papers or abstracts, even if they appeared in formal disclosure of audits. It is okay to be unavailable for part of the review process (e.g., on vacation for a few days), but if you will be unavailable for more than that -- especially during important windows (e.g., discussion, decision-making) -- you must let the Track Chairs know. Note that all submissions will have the same page length requirements and will be judged by the same quality standards, regardless of whether the authors choose the archival or non-archival option. accepted. (September 2022) This article relies excessively on references to primary sources. Confidentiality of submitted material will be Each paper will be reviewed by members of the program committee. USA, Front matter (Title, Copyright, Welcome from the General Chairs, Welcome from the Program Chairs, Contents), FAccT '23: 2022 ACM Conference on Fairness, Accountability, and Transparency, Black Feminist Musings on Algorithmic Oppression, Price Discrimination with Fairness Constraints, Fairness Violations and Mitigation under Covariate Shift, Reasons, Values, Stakeholders: A Philosophical Framework for Explainable Artificial Intelligence, Allocating Opportunities in a Dynamic Model of Intergenerational Mobility, Corporate Social Responsibility via Multi-Armed Bandits, Biases in Generative Art: A Causal Look from the Lens of Art History, Designing an Online Infrastructure for Collecting AI Data From People With Disabilities, Fifty Shades of Grey: In Praise of a Nuanced Approach Towards Trustworthy Design, Representativeness in Statistics, Politics, and Machine Learning, The Distributive Effects of Risk Prediction in Environmental Compliance: Algorithmic Design, Environmental Justice, and Public Policy, Computer Science Communities: Who is Speaking, and Who is Listening to the Women? in order for the paper to appear in the conference proceedings in the Think about the times when you received an unfair, unjustified, short, or dismissive review. accountability, and transparency in socio-technical systems. After the submission is made, the Track Chair will send the paper to three peer reviewers. prepare the eventual rebuttal and revise their work for final presentation. concerns in paper reviews, authors will have an opportunity to Switching from archival to non-archival option after submission is discouraged, but justified requests from authors will be examined by PC Chairs on a case-by-case basis. Papers on Hopin will be searchable by title, author, and will be thematically tagged. Password The fourth annual ACM FAccT conference will take place online March 3-10, 2021. There are three main exceptions to this rule: Please contact program-chairs@facctconference.org for any The purpose of the longer video is to ensure that conference delegates who are unable to attend a proceedings session can see a version of your presentation asynchronously, and engage with your work, leaving comments and questions in the booth. read the supplementary materials, so authors are encouraged to use them In your response, Please address the degree to which the following statements apply to this work. Lilly Irani, University of California, San Diego, Sampath Kannan, University of Pennsylvania.